{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "def Draw_param(df,param):\n",
    "\n",
    "    fig = plt.figure(figsize=(10,6))\n",
    "    ax = fig.subplots(1,1)\n",
    "    ax.plot(df.index,df['000001.XSHG'],color='b',label='上证综指')\n",
    "    plt.legend(loc=1)\n",
    "\n",
    "    ax1 = ax.twinx()\n",
    "    ax1.plot(df.index,df[param],color='r',label=param)\n",
    "    plt.legend(loc=2)\n",
    "\n",
    "    plt.title('{}与上证综指对比图'.format(param))\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. 低价股比例"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "def f1(count=3000):   \n",
    "    # 当前日期所有股票代码\n",
    "    all_stock = list(get_all_securities(types='stock').index)\n",
    "    # 当前日期所有股票对应的历史收盘价\n",
    "    df = history(count,unit='1d',security_list=all_stock,df=True,skip_paused=False,fq=None)\n",
    "    # 股价低于2元的股票\n",
    "    df1 = df < 2\n",
    "    # 每日股价低于2元的股票数量\n",
    "    df1['count'] = df1.apply(lambda x: x.sum(), axis=1) # 布尔值每行按列求和\n",
    "    # 每日股票的总数量\n",
    "    df1['total']=[len(get_all_securities(types='stock', date=i)) for i in df.index]\n",
    "\n",
    "\n",
    "    # 每日上证综指\n",
    "    d = history(count,unit='1d',security_list='000001.XSHG',df=True,skip_paused=False,fq=None)\n",
    "    # 每日股价低于2元的股票占比\n",
    "    d['股价低于2元的股票占比'] = df1['count'] / df1['total']\n",
    "\n",
    "    return d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "d = f1()\n",
    "Draw_param(d,'股价低于2元的股票占比')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "低价股占比与上证综指同步反向变化. 股市上行,低价股占比下降; 股市下行, 低价股占比上升. 红蓝线的拐点基本同步."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. 破净股比例"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "def f2(count=3000):   \n",
    "    # 每日上证综指\n",
    "    d = history(count,unit='1d',security_list='000001.XSHG',df=True,skip_paused=False,fq=None)\n",
    "\n",
    "    # 每日股票的总数量\n",
    "    d['total']=[len(get_all_securities(types='stock', date=i)) for i in d.index]\n",
    "    \n",
    "    # 每日破净股股票数量 (通过pb_ratio市净率<1查询数据库得到)\n",
    "    d['count'] = [len(\n",
    "        get_fundamentals(\n",
    "            query(valuation.code,valuation.pb_ratio).filter(valuation.pb_ratio<1),\n",
    "            date=i)\n",
    "    ) for i in d.index]\n",
    "    \n",
    "    # 破净股股票占比\n",
    "    d['破净股占比'] = d['count'] / d['total']\n",
    "\n",
    "    return d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "d2 = f2()\n",
    "Draw_param(d2,'破净股占比')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "破净是指股价跌破净资产值，即股票的每股市场价格低于它每股净资产价格. 市净率=每股股价与每股净资产的比率. 破净股的市净率低于1. 从图中可看出, 破净股占比与上证综指也是同步反向变化."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. M2/总市值中位数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [],
   "source": [
    "def f3(count=120):\n",
    "    # 获取M2数据\n",
    "    from jqdata import macro\n",
    "    q=query(macro.MAC_MONEY_SUPPLY_MONTH.m2,macro.MAC_MONEY_SUPPLY_MONTH.stat_month)\n",
    "    df=macro.run_query(q).sort_values('stat_month')\n",
    "    df1=df.reset_index()\n",
    "    df1=df1.iloc[-count:,:]\n",
    "    df1=df1.set_index('stat_month')\n",
    "    df1\n",
    "\n",
    "    mc_median = []\n",
    "    zhishu = []\n",
    "\n",
    "    for i in df1.index:\n",
    "\n",
    "        mc=get_fundamentals(\n",
    "            query(valuation.code,valuation.day,valuation.market_cap),\n",
    "            date=i+'-10')\n",
    "        mc_median.append(mc.market_cap.median())\n",
    "\n",
    "        sh=get_price('000001.XSHG', start_date=i+'-9', end_date=i+'-20',fields='close',fq=None)\n",
    "        zhishu.append(sh.close[0])   \n",
    "\n",
    "    df1['总市值中位数'] = mc_median\n",
    "    df1['000001.XSHG'] = zhishu\n",
    "    df1['M2/总市值中位数'] = df1.m2 / df1['总市值中位数']\n",
    "\n",
    "    return df1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>m2</th>\n",
       "      <th>总市值中位数</th>\n",
       "      <th>000001.XSHG</th>\n",
       "      <th>M2/总市值中位数</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>stat_month</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2007-08</th>\n",
       "      <td>195</td>\n",
       "      <td>387205.04</td>\n",
       "      <td>38.41890</td>\n",
       "      <td>4754.10</td>\n",
       "      <td>10078.504070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-09</th>\n",
       "      <td>114</td>\n",
       "      <td>393098.91</td>\n",
       "      <td>44.27360</td>\n",
       "      <td>5355.29</td>\n",
       "      <td>8878.855797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-10</th>\n",
       "      <td>141</td>\n",
       "      <td>394204.17</td>\n",
       "      <td>43.89000</td>\n",
       "      <td>5715.89</td>\n",
       "      <td>8981.639781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-11</th>\n",
       "      <td>142</td>\n",
       "      <td>399757.91</td>\n",
       "      <td>36.54190</td>\n",
       "      <td>5315.54</td>\n",
       "      <td>10939.713315</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-12</th>\n",
       "      <td>140</td>\n",
       "      <td>403401.30</td>\n",
       "      <td>39.53915</td>\n",
       "      <td>5161.92</td>\n",
       "      <td>10202.578963</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            index         m2    总市值中位数  000001.XSHG     M2/总市值中位数\n",
       "stat_month                                                       \n",
       "2007-08       195  387205.04  38.41890      4754.10  10078.504070\n",
       "2007-09       114  393098.91  44.27360      5355.29   8878.855797\n",
       "2007-10       141  394204.17  43.89000      5715.89   8981.639781\n",
       "2007-11       142  399757.91  36.54190      5315.54  10939.713315\n",
       "2007-12       140  403401.30  39.53915      5161.92  10202.578963"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d3=f3(158)\n",
    "d3.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "Draw_param(d3,'M2/总市值中位数')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "M2=现金+活期存款+定期存款, M2为市场的肥料, M2/总市值中位数相当于每平方米的施肥率.由于中小盘股的参与度高于超级大盘股, 所以取市值的中位数,避免权重股对指标的影响.该指标与上证综指同步反向变化."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": false,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "MarkDown菜单",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
